Nature-Inspired Optimizers

Theories, Literature Reviews and Applications

Seyedali Mirjalili, Jin Song Dong, Andrew Lewis (Herausgeber)

Buch | Hardcover

XVI, 238 Seiten

2019
Springer International Publishing (Verlag)
978-3-030-12126-6 (ISBN)

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This book covers the conventional and most recent theories and applications in the area of evolutionary algorithms, swarm intelligence, and meta-heuristics. Each chapter offers a comprehensive description of a specific algorithm, from the mathematical model to its practical application. Different kind of optimization problems are solved in this book, including those related to path planning, image processing, hand gesture detection, among others. All in all, the book offers a tutorial on how to design, adapt, and evaluate evolutionary algorithms. Source codes for most of the proposed techniques have been included as supplementary materials on a dedicated webpage.

Preface.- Chapter 1. Introduction to Nature-inspired Algorithms.- Chapter 2. Ant Colony Optimizer: Theory, Literature Review, and Application in AUV Path Planning.-Chapter 3. Ant Lion Optimizer: Theory, Literature Review, and Application in Multi-layer Perceptron Neural Network.- Chapter 4. Dragon y Algorithm: Theory, Literature Review, and Application in Feature Selection.- Chapter 5. Genetic Algorithm: Theory, Literature Review, and Application in Image Reconstruction etc

Erscheinungsdatum	27.02.2019
Reihe/Serie	Studies in Computational Intelligence
Zusatzinfo	XVI, 238 p. 108 illus., 101 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	549 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
	Technik ► Elektrotechnik / Energietechnik
Schlagworte	Ant Colony Optimizer • Ant Lion Optimizer • AUV Path Planning • Continuous Ant Colony • Continuous Genetic Algorithm • Controlling Parameter of Genetic Algorithm • Controlling Parameter of Grey Wolf Optimizer • Dragonfly Algorithm • Feature Selection • image reconstruction • Local Optima Stagnation • Optimized Controllers • Sine Cosine Algorithm • Swarm Algorithm in Extreme Learning Machine • Whale Optimization Algorithm
ISBN-10	3-030-12126-7 / 3030121267
ISBN-13	978-3-030-12126-6 / 9783030121266
Zustand	Neuware